Labelling
WAY OF HIGHLIGHTING
OBJECTS IN
PYTHON
1
Key Points of Discussion
What is Labelling
Why Labelling
Importance of labelling
Labelling Tools
Challenges
Applications
2
What is Lab
elling
Process of Highlighting
images
Supervised
learning
Marking various details
3
Why Labelling
Custom Datasets
Details highlighted effectively
Train model on Labelled Co-ordinates
Detailed Object
Detection
4
Importance of Labelling
Detailed object detection
in harder without
Labelling
Hard to train
models as according to
requirements
Image classification
is difficult task for custom
data
Can create
custom model
without tons
of dataset
5
Labelling Tools
labelme
•
l
abelImg
•
CVAT
•
hasty.ai
•
Labelbox
6
Challenges
Time Taking Approach
Dataset Image
Resolution should
be better
Should need
to categorize object
for multiple outputs
Misguiding model will lead to disaster output
7
Applications
Safe City Projects
Self-
Driving Vehicle
Security Programs
Medical Industry
Driver Assist in Vehicles…etc.
8
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